YOLO를 사용하여 침입감지 가능한 AI CCTV 제작

소개글

1. 개발 환경 :
- Windows 10 64bit
- Opencv 4.1.2
- visual studio 2015, C++, MFC
- YOLO C++ Library(AlexeyAB/darknet)
- USB Webcam
- CUDA 10.0 / CUDNN 10.0

<개발 환경 설치 정보>
(1) visual studio 2015 community 설치
다운로드 경로 : https://visualstudio.microsoft.com/vs/older-downloads/
(2) Opencv 4.1.2 설치
opencv-4.1.2-vc14_vc15.exe 설치
다운로드 경로 : https://opencv.org/releases/
(3) CUDA 설치
cuda_10.0.130_411.31_win10.exe 설치
다운로드 경로 : https://developer.nvidia.com/cuda-downloads
(4) cudnn 10.0 설치
- cudnn-10.0-windows10-x64-v7.6.4.38.zip
다운로드 경로 : https://developer.nvidia.com/rdp/cudnn-archivedarknet
(5) YOLO darknet-master.zip 설치
다운로드 경로 : https://github.com/AlexeyAB/darknet#how-to-compile-on-windows-using-vcpkg

2. 목표
(1) YOLO를 사용하여 사람(Person)을 인지 한다.
(2) 사람이 지정된 영역에 들어가면 알람 표시를 한다.
(3) 침입자 이벤트 발생시 동영상을 저장한다.

위 기능을 C++, MFC기반으로 구현함.

컴파일 실행환경

visual studio 2015, opencv 4.1.2, cuda 10.0, YOLO(darknet)

압축파일 내 파일목록

.vs/AI_CCTV/v14/.suo
AI_CCTV.sln
AI_CCTV/3rdparty/pthreads/bin/pthreadGC2.dll
AI_CCTV/3rdparty/pthreads/bin/pthreadVC2.dll
AI_CCTV/3rdparty/pthreads/include/pthread.h
AI_CCTV/3rdparty/pthreads/include/sched.h
AI_CCTV/3rdparty/pthreads/include/semaphore.h
AI_CCTV/3rdparty/pthreads/lib/libpthreadGC2.a
AI_CCTV/3rdparty/pthreads/lib/pthreadVC2.lib
AI_CCTV/3rdparty/stb/include/stb_image.h
AI_CCTV/3rdparty/stb/include/stb_image_write.h
AI_CCTV/AI_CCTV.APS
AI_CCTV/AI_CCTV.cpp
AI_CCTV/AI_CCTV.h
AI_CCTV/AI_CCTV.rc
AI_CCTV/AI_CCTV.vcxproj
AI_CCTV/AI_CCTV.vcxproj.filters
AI_CCTV/AI_CCTVDlg.cpp
AI_CCTV/AI_CCTVDlg.h
AI_CCTV/cfg/9k.labels
AI_CCTV/cfg/9k.names
AI_CCTV/cfg/9k.tree
AI_CCTV/cfg/alexnet.cfg
AI_CCTV/cfg/cifar.cfg
AI_CCTV/cfg/cifar.test.cfg
AI_CCTV/cfg/coco.data
AI_CCTV/cfg/coco.names
AI_CCTV/cfg/coco9k.map
AI_CCTV/cfg/combine9k.data
AI_CCTV/cfg/crnn.train.cfg
AI_CCTV/cfg/csresnext50-panet-spp.cfg
AI_CCTV/cfg/darknet.cfg
AI_CCTV/cfg/darknet19.cfg
AI_CCTV/cfg/darknet19_448.cfg
AI_CCTV/cfg/darknet53.cfg
AI_CCTV/cfg/darknet53_448_xnor.cfg
AI_CCTV/cfg/densenet201.cfg
AI_CCTV/cfg/efficientnet_b0.cfg
AI_CCTV/cfg/enet-coco.cfg
AI_CCTV/cfg/extraction.cfg
AI_CCTV/cfg/extraction.conv.cfg
AI_CCTV/cfg/extraction22k.cfg
AI_CCTV/cfg/Gaussian_yolov3_BDD.cfg
AI_CCTV/cfg/go.test.cfg
AI_CCTV/cfg/gru.cfg
AI_CCTV/cfg/imagenet.labels.list
AI_CCTV/cfg/imagenet.shortnames.list
AI_CCTV/cfg/imagenet1k.data
AI_CCTV/cfg/imagenet22k.dataset
AI_CCTV/cfg/imagenet9k.hierarchy.dataset
AI_CCTV/cfg/inet9k.map
AI_CCTV/cfg/jnet-conv.cfg
AI_CCTV/cfg/lstm.train.cfg
AI_CCTV/cfg/openimages.data
AI_CCTV/cfg/resnet101.cfg
AI_CCTV/cfg/resnet152.cfg
AI_CCTV/cfg/resnet152_trident.cfg
AI_CCTV/cfg/resnet50.cfg
AI_CCTV/cfg/resnext152-32x4d.cfg
AI_CCTV/cfg/rnn.cfg
AI_CCTV/cfg/rnn.train.cfg
AI_CCTV/cfg/strided.cfg
AI_CCTV/cfg/t1.test.cfg
AI_CCTV/cfg/tiny-yolo-voc.cfg
AI_CCTV/cfg/tiny-yolo.cfg
AI_CCTV/cfg/tiny-yolo_xnor.cfg
AI_CCTV/cfg/tiny.cfg
AI_CCTV/cfg/vgg-16.cfg
AI_CCTV/cfg/vgg-conv.cfg
AI_CCTV/cfg/voc.data
AI_CCTV/cfg/writing.cfg
AI_CCTV/cfg/yolo-voc.2.0.cfg
AI_CCTV/cfg/yolo-voc.cfg
AI_CCTV/cfg/yolo.2.0.cfg
AI_CCTV/cfg/yolo.cfg
AI_CCTV/cfg/yolo9000.cfg
AI_CCTV/cfg/yolov1/tiny-coco.cfg
AI_CCTV/cfg/yolov1/tiny-yolo.cfg
AI_CCTV/cfg/yolov1/xyolo.test.cfg
AI_CCTV/cfg/yolov1/yolo-coco.cfg
AI_CCTV/cfg/yolov1/yolo-small.cfg
AI_CCTV/cfg/yolov1/yolo.cfg
AI_CCTV/cfg/yolov1/yolo.train.cfg
AI_CCTV/cfg/yolov1/yolo2.cfg
AI_CCTV/cfg/yolov2-tiny-voc.cfg
AI_CCTV/cfg/yolov2-tiny.cfg
AI_CCTV/cfg/yolov2-voc.cfg
AI_CCTV/cfg/yolov2.cfg
AI_CCTV/cfg/yolov3-openimages.cfg
AI_CCTV/cfg/yolov3-spp.cfg
AI_CCTV/cfg/yolov3-tiny-prn.cfg
AI_CCTV/cfg/yolov3-tiny.cfg
AI_CCTV/cfg/yolov3-tiny_3l.cfg
AI_CCTV/cfg/yolov3-tiny_obj.cfg
AI_CCTV/cfg/yolov3-tiny_occlusion_track.cfg
AI_CCTV/cfg/yolov3-tiny_xnor.cfg
AI_CCTV/cfg/yolov3-voc.cfg
AI_CCTV/cfg/yolov3-voc.yolov3-giou-40.cfg
AI_CCTV/cfg/yolov3.cfg
AI_CCTV/cfg/yolov3.coco-giou-12.cfg
AI_CCTV/cfg/yolov3_5l.cfg
AI_CCTV/ConfigParser.cpp
AI_CCTV/ConfigParser.h
AI_CCTV/include/darknet.h
AI_CCTV/include/yolo_v2_class.hpp
AI_CCTV/ListCtrl/ComboListCtrl.cpp
AI_CCTV/ListCtrl/ComboListCtrl.h
AI_CCTV/ListCtrl/InPlaceCombo.cpp
AI_CCTV/ListCtrl/InPlaceCombo.h
AI_CCTV/ListCtrl/InPlaceEdit.cpp
AI_CCTV/ListCtrl/InPlaceEdit.h
AI_CCTV/ReadMe.txt
AI_CCTV/res/AI_CCTV.ico
AI_CCTV/res/AI_CCTV.rc2
AI_CCTV/resource.h
AI_CCTV/scripts/dice_label.sh
AI_CCTV/scripts/gen_anchors.py
AI_CCTV/scripts/gen_tactic.sh
AI_CCTV/scripts/get_coco_dataset.sh
AI_CCTV/scripts/get_imagenet_train.sh
AI_CCTV/scripts/get_openimages_dataset.py
AI_CCTV/scripts/imagenet_label.sh
AI_CCTV/scripts/kmeansiou.c
AI_CCTV/scripts/log_parser/log_parser.py
AI_CCTV/scripts/log_parser/plot.jpg
AI_CCTV/scripts/log_parser/readme.md
AI_CCTV/scripts/log_parser/run_log_parser_windows.cmd
AI_CCTV/scripts/log_parser/test.log
AI_CCTV/scripts/log_parser/test_new.log
AI_CCTV/scripts/log_parser/test_new.svg
AI_CCTV/scripts/README.md
AI_CCTV/scripts/reval_voc.py
AI_CCTV/scripts/reval_voc_py3.py
AI_CCTV/scripts/setup.ps1
AI_CCTV/scripts/setup.sh
AI_CCTV/scripts/voc_eval.py
AI_CCTV/scripts/voc_eval_py3.py
AI_CCTV/scripts/voc_label.py
AI_CCTV/scripts/voc_label_difficult.py
AI_CCTV/scripts/windows/otb_get_labels.sh
AI_CCTV/scripts/windows/win_cifar.cmd
AI_CCTV/scripts/windows/win_get_imagenet_train_48hours.cmd
AI_CCTV/scripts/windows/win_get_imagenet_valid.cmd
AI_CCTV/scripts/windows/win_get_otb_datasets.cmd
AI_CCTV/scripts/windows/win_install_cygwin.cmd
AI_CCTV/scripts/windows/windows_imagenet_label.sh
AI_CCTV/scripts/windows/windows_imagenet_train.sh
AI_CCTV/src/.editorconfig
AI_CCTV/src/activation_kernels.cu
AI_CCTV/src/activation_layer.c
AI_CCTV/src/activation_layer.h
AI_CCTV/src/activations.c
AI_CCTV/src/activations.h
AI_CCTV/src/art.c
AI_CCTV/src/avgpool_layer.c
AI_CCTV/src/avgpool_layer.h
AI_CCTV/src/avgpool_layer_kernels.cu
AI_CCTV/src/batchnorm_layer.c
AI_CCTV/src/batchnorm_layer.h
AI_CCTV/src/blas.c
AI_CCTV/src/blas.h
AI_CCTV/src/blas_kernels.cu
AI_CCTV/src/box.c
AI_CCTV/src/box.h
AI_CCTV/src/captcha.c
AI_CCTV/src/cifar.c
AI_CCTV/src/classifier.c
AI_CCTV/src/classifier.h
AI_CCTV/src/coco.c
AI_CCTV/src/col2im.c
AI_CCTV/src/col2im.h
AI_CCTV/src/col2im_kernels.cu
AI_CCTV/src/compare.c
AI_CCTV/src/connected_layer.c
AI_CCTV/src/connected_layer.h
AI_CCTV/src/conv_lstm_layer.c
AI_CCTV/src/conv_lstm_layer.h
AI_CCTV/src/convolutional_kernels.cu
AI_CCTV/src/convolutional_layer.c
AI_CCTV/src/convolutional_layer.h
AI_CCTV/src/cost_layer.c
AI_CCTV/src/cost_layer.h
AI_CCTV/src/cpu_gemm.c
AI_CCTV/src/crnn_layer.c
AI_CCTV/src/crnn_layer.h
AI_CCTV/src/crop_layer.c
AI_CCTV/src/crop_layer.h
AI_CCTV/src/crop_layer_kernels.cu
AI_CCTV/src/dark_cuda.c
AI_CCTV/src/dark_cuda.h
AI_CCTV/src/darknet.c
AI_CCTV/src/darkunistd.h
AI_CCTV/src/data.c
AI_CCTV/src/data.h
AI_CCTV/src/deconvolutional_kernels.cu
AI_CCTV/src/deconvolutional_layer.c
AI_CCTV/src/deconvolutional_layer.h
AI_CCTV/src/demo.c
AI_CCTV/src/demo.h
AI_CCTV/src/detection_layer.c
AI_CCTV/src/detection_layer.h
AI_CCTV/src/detector.c
AI_CCTV/src/dice.c
AI_CCTV/src/dropout_layer.c
AI_CCTV/src/dropout_layer.h
AI_CCTV/src/dropout_layer_kernels.cu
AI_CCTV/src/gaussian_yolo_layer.c
AI_CCTV/src/gaussian_yolo_layer.h
AI_CCTV/src/gemm.c
AI_CCTV/src/gemm.h
AI_CCTV/src/getopt.c
AI_CCTV/src/getopt.h
AI_CCTV/src/gettimeofday.c
AI_CCTV/src/gettimeofday.h
AI_CCTV/src/go.c
AI_CCTV/src/gru_layer.c
AI_CCTV/src/gru_layer.h
AI_CCTV/src/http_stream.cpp
AI_CCTV/src/http_stream.h
AI_CCTV/src/httplib.h
AI_CCTV/src/im2col.c
AI_CCTV/src/im2col.h
AI_CCTV/src/im2col_kernels.cu
AI_CCTV/src/image.c
AI_CCTV/src/image.h
AI_CCTV/src/image_opencv.cpp
AI_CCTV/src/image_opencv.h
AI_CCTV/src/layer.c
AI_CCTV/src/layer.h
AI_CCTV/src/list.c
AI_CCTV/src/list.h
AI_CCTV/src/local_layer.c
AI_CCTV/src/local_layer.h
AI_CCTV/src/lstm_layer.c
AI_CCTV/src/lstm_layer.h
AI_CCTV/src/matrix.c
AI_CCTV/src/matrix.h
AI_CCTV/src/maxpool_layer.c
AI_CCTV/src/maxpool_layer.h
AI_CCTV/src/maxpool_layer_kernels.cu
AI_CCTV/src/network.c
AI_CCTV/src/network.h
AI_CCTV/src/network_kernels.cu
AI_CCTV/src/nightmare.c
AI_CCTV/src/normalization_layer.c
AI_CCTV/src/normalization_layer.h
AI_CCTV/src/option_list.c
AI_CCTV/src/option_list.h
AI_CCTV/src/parser.c
AI_CCTV/src/parser.h
AI_CCTV/src/region_layer.c
AI_CCTV/src/region_layer.h
AI_CCTV/src/reorg_layer.c
AI_CCTV/src/reorg_layer.h
AI_CCTV/src/reorg_old_layer.c
AI_CCTV/src/reorg_old_layer.h
AI_CCTV/src/rnn.c
AI_CCTV/src/rnn_layer.c
AI_CCTV/src/rnn_layer.h
AI_CCTV/src/rnn_vid.c
AI_CCTV/src/route_layer.c
AI_CCTV/src/route_layer.h
AI_CCTV/src/sam_layer.c
AI_CCTV/src/sam_layer.h
AI_CCTV/src/scale_channels_layer.c
AI_CCTV/src/scale_channels_layer.h
AI_CCTV/src/shortcut_layer.c
AI_CCTV/src/shortcut_layer.h
AI_CCTV/src/softmax_layer.c
AI_CCTV/src/softmax_layer.h
AI_CCTV/src/super.c
AI_CCTV/src/swag.c
AI_CCTV/src/tag.c
AI_CCTV/src/tree.c
AI_CCTV/src/tree.h
AI_CCTV/src/upsample_layer.c
AI_CCTV/src/upsample_layer.h
AI_CCTV/src/utils.c
AI_CCTV/src/utils.h
AI_CCTV/src/version.h
AI_CCTV/src/version.h.in
AI_CCTV/src/voxel.c
AI_CCTV/src/writing.c
AI_CCTV/src/yolo.c
AI_CCTV/src/yolo_console_dll.cpp
AI_CCTV/src/yolo_layer.c
AI_CCTV/src/yolo_layer.h
AI_CCTV/src/yolo_v2_class.cpp
AI_CCTV/stdafx.cpp
AI_CCTV/stdafx.h
AI_CCTV/StringUtils.h
AI_CCTV/targetver.h
AI_CCTV/UtilsDefine.h
AI_CCTV/WindowUtil.h
AI_CCTV/yolo_cpp_dll.lib
AI_CCTV/yolo_cpp_dlld.lib
x64/Debug/class_name.txt
x64/Debug/coco.names
x64/Debug/pthreadVC2.dll
x64/Debug/ROI_Info - 복사본.txt
x64/Debug/ROI_Info.txt
x64/Debug/yolo_cpp_dlld.dll
x64/Debug/yolo_cpp_dlld.lib

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